Research Article

Generalization Bounds Derived IPM-Based Regularization for Domain Adaptation

Table 4

The comparison of classification accuracy (LS-SVM), with multiple sources.

Dataset Setting 1 Setting 2 Setting 3 Setting 4

Email spam
20 newsgroups: comp versus rec
20 newsgroups: rec versus sci
20 newsgroups: sci versus comp

Email spam
20 newsgroups: comp versus rec
20 newsgroups: rec versus sci
20 newsgroups: sci versus comp

Email spam
20 newsgroups: comp versus rec
20 newsgroups: rec versus sci
20 newsgroups: sci versus comp

Email spam
20 newsgroups: comp versus rec
20 newsgroups: rec versus sci
20 newsgroups: sci versus comp